{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from math import sqrt\n",
    "from numpy import concatenate\n",
    "from matplotlib import pyplot\n",
    "from pandas import read_csv\n",
    "from pandas import DataFrame\n",
    "from pandas import concat\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.layers import LSTM, GRU\n",
    "import tensorflow as tf\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = read_csv(\"wind.csv\",\n",
    "                   parse_dates={'dt' : ['Time']},\n",
    "                   infer_datetime_format=True, \n",
    "                   index_col= 0,\n",
    "                   na_values=['nan','?'])\n",
    "dataset.fillna(0, inplace=True)\n",
    "values = dataset.values\n",
    "# ensure all data is float\n",
    "values = values.astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>temp(degrees)</th>\n",
       "      <th>dewPoint</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>windSpeed</th>\n",
       "      <th>Month</th>\n",
       "      <th>windspeed45</th>\n",
       "      <th>windspeed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2015-01-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>13.177778</td>\n",
       "      <td>41.18</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.27</td>\n",
       "      <td>4.91</td>\n",
       "      <td>1</td>\n",
       "      <td>491</td>\n",
       "      <td>2.194966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 01:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>12.572222</td>\n",
       "      <td>40.44</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1015.21</td>\n",
       "      <td>5.80</td>\n",
       "      <td>1</td>\n",
       "      <td>580</td>\n",
       "      <td>2.592832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 02:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>39.44</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.01</td>\n",
       "      <td>6.52</td>\n",
       "      <td>1</td>\n",
       "      <td>652</td>\n",
       "      <td>2.914701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 03:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>11.666667</td>\n",
       "      <td>39.06</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1014.80</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1</td>\n",
       "      <td>700</td>\n",
       "      <td>3.129280</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Unnamed: 0  temp(degrees)  dewPoint  humidity  pressure  \\\n",
       "dt                                                                             \n",
       "2015-01-01 00:00:00           0      13.177778     41.18      0.58   1015.27   \n",
       "2015-01-01 01:00:00           1      12.572222     40.44      0.59   1015.21   \n",
       "2015-01-01 02:00:00           2      12.050000     39.44      0.58   1015.01   \n",
       "2015-01-01 03:00:00           3      11.666667     39.06      0.59   1014.80   \n",
       "\n",
       "                     windSpeed  Month  windspeed45  windspeed  \n",
       "dt                                                             \n",
       "2015-01-01 00:00:00       4.91      1          491   2.194966  \n",
       "2015-01-01 01:00:00       5.80      1          580   2.592832  \n",
       "2015-01-01 02:00:00       6.52      1          652   2.914701  \n",
       "2015-01-01 03:00:00       7.00      1          700   3.129280  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.drop(columns  = [ 'dewPoint', 'Month', 'windspeed45', 'windSpeed'], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>temp(degrees)</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>windspeed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2015-01-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>13.177778</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.27</td>\n",
       "      <td>2.194966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 01:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>12.572222</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1015.21</td>\n",
       "      <td>2.592832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 02:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.01</td>\n",
       "      <td>2.914701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 03:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>11.666667</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1014.80</td>\n",
       "      <td>3.129280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 04:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>11.450000</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1014.52</td>\n",
       "      <td>3.236570</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Unnamed: 0  temp(degrees)  humidity  pressure  windspeed\n",
       "dt                                                                           \n",
       "2015-01-01 00:00:00           0      13.177778      0.58   1015.27   2.194966\n",
       "2015-01-01 01:00:00           1      12.572222      0.59   1015.21   2.592832\n",
       "2015-01-01 02:00:00           2      12.050000      0.58   1015.01   2.914701\n",
       "2015-01-01 03:00:00           3      11.666667      0.59   1014.80   3.129280\n",
       "2015-01-01 04:00:00           4      11.450000      0.62   1014.52   3.236570"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.drop(columns = 'Unnamed: 0', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp(degrees)</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>windspeed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2015-01-01 00:00:00</td>\n",
       "      <td>13.177778</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.27</td>\n",
       "      <td>2.194966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 01:00:00</td>\n",
       "      <td>12.572222</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1015.21</td>\n",
       "      <td>2.592832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 02:00:00</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.01</td>\n",
       "      <td>2.914701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 03:00:00</td>\n",
       "      <td>11.666667</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1014.80</td>\n",
       "      <td>3.129280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 04:00:00</td>\n",
       "      <td>11.450000</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1014.52</td>\n",
       "      <td>3.236570</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     temp(degrees)  humidity  pressure  windspeed\n",
       "dt                                                               \n",
       "2015-01-01 00:00:00      13.177778      0.58   1015.27   2.194966\n",
       "2015-01-01 01:00:00      12.572222      0.59   1015.21   2.592832\n",
       "2015-01-01 02:00:00      12.050000      0.58   1015.01   2.914701\n",
       "2015-01-01 03:00:00      11.666667      0.59   1014.80   3.129280\n",
       "2015-01-01 04:00:00      11.450000      0.62   1014.52   3.236570"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#final dataset\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "values = dataset.values\n",
    "# ensure all data is float\n",
    "values = values.astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# normalizing input features\n",
    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
    "scaled = scaler.fit_transform(values)\n",
    "scaled =pd.DataFrame(scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.230050</td>\n",
       "      <td>0.553191</td>\n",
       "      <td>0.720556</td>\n",
       "      <td>0.266125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.215052</td>\n",
       "      <td>0.563830</td>\n",
       "      <td>0.718824</td>\n",
       "      <td>0.314363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.202119</td>\n",
       "      <td>0.553191</td>\n",
       "      <td>0.713049</td>\n",
       "      <td>0.353388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.192625</td>\n",
       "      <td>0.563830</td>\n",
       "      <td>0.706987</td>\n",
       "      <td>0.379404</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1         2         3\n",
       "0  0.230050  0.553191  0.720556  0.266125\n",
       "1  0.215052  0.563830  0.718824  0.314363\n",
       "2  0.202119  0.553191  0.713049  0.353388\n",
       "3  0.192625  0.563830  0.706987  0.379404"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_ts_data(dataset, lookback=1, predicted_col=3):\n",
    "    temp=dataset.copy()\n",
    "    temp[\"id\"]= range(1, len(temp)+1)\n",
    "    temp = temp.iloc[:-lookback, :]\n",
    "    temp.set_index('id', inplace =True)\n",
    "    predicted_value=dataset.copy()\n",
    "    predicted_value = predicted_value.iloc[lookback:,predicted_col]\n",
    "    predicted_value.columns=[\"Predcited\"]\n",
    "    predicted_value= pd.DataFrame(predicted_value)\n",
    "    \n",
    "    predicted_value[\"id\"]= range(1, len(predicted_value)+1)\n",
    "    predicted_value.set_index('id', inplace =True)\n",
    "    final_df= pd.concat([temp, predicted_value], axis=1)\n",
    "    #final_df.columns = ['var1(t-1)', 'var2(t-1)', 'var3(t-1)', 'var4(t-1)', 'var5(t-1)', 'var6(t-1)', 'var7(t-1)', 'var8(t-1)','var1(t)']\n",
    "    #final_df.set_index('Date', inplace=True)\n",
    "    return final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    var1(t-1)  var2(t-1)  var3(t-1)  var4(t-1)  var5(t-1)\n",
      "id                                                       \n",
      "1    0.230050   0.553191   0.720556   0.266125   0.314363\n",
      "2    0.215052   0.563830   0.718824   0.314363   0.353388\n",
      "3    0.202119   0.553191   0.713049   0.353388   0.379404\n",
      "4    0.192625   0.563830   0.706987   0.379404   0.392412\n"
     ]
    }
   ],
   "source": [
    "#We now create the time series dataset with looking back one time step\n",
    "\n",
    "reframed_df= create_ts_data(scaled, 1,3)\n",
    "reframed_df.fillna(0, inplace=True)\n",
    "\n",
    "reframed_df.columns = ['var1(t-1)', 'var2(t-1)', 'var3(t-1)', 'var4(t-1)', 'var5(t-1)',]\n",
    "print(reframed_df.head(4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split into train and test sets\n",
    "values = reframed_df.values\n",
    "training_sample =int( len(dataset) *0.7)\n",
    "train = values[:training_sample, :]\n",
    "test = values[training_sample:, :]\n",
    "# split into input and outputs\n",
    "train_X, train_y = train[:, :-1], train[:, -1]\n",
    "test_X, test_y = test[:, :-1], test[:, -1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6132, 1, 4) (6132,) (2627, 1, 4) (2627,)\n"
     ]
    }
   ],
   "source": [
    "# reshape input to be 3D [samples, time steps, features]\n",
    "train_X = train_X.reshape((train_X.shape[0], 1, train_X.shape[1]))\n",
    "test_X = test_X.reshape((test_X.shape[0], 1, test_X.shape[1]))\n",
    "print(train_X.shape, train_y.shape, test_X.shape, test_y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_gru = Sequential()\n",
    "model_gru.add(GRU(75, return_sequences=True,input_shape=(train_X.shape[1], train_X.shape[2])))\n",
    "model_gru.add(GRU(units=30, return_sequences=True))\n",
    "model_gru.add(GRU(units=30))\n",
    "model_gru.add(Dense(units=1))\n",
    "\n",
    "model_gru.compile(loss='mae', optimizer='adam')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "gru_1 (GRU)                  (None, 1, 75)             18000     \n",
      "_________________________________________________________________\n",
      "gru_2 (GRU)                  (None, 1, 30)             9540      \n",
      "_________________________________________________________________\n",
      "gru_3 (GRU)                  (None, 30)                5490      \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 31        \n",
      "=================================================================\n",
      "Total params: 33,061\n",
      "Trainable params: 33,061\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model_gru.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 6132 samples, validate on 2627 samples\n",
      "Epoch 1/10\n",
      "6132/6132 [==============================] - 2s 356us/step - loss: 0.0283 - val_loss: 0.0319\n",
      "Epoch 2/10\n",
      "6132/6132 [==============================] - 1s 195us/step - loss: 0.0283 - val_loss: 0.0317\n",
      "Epoch 3/10\n",
      "6132/6132 [==============================] - 1s 197us/step - loss: 0.0283 - val_loss: 0.0318\n",
      "Epoch 4/10\n",
      "6132/6132 [==============================] - 1s 198us/step - loss: 0.0279 - val_loss: 0.0319\n",
      "Epoch 5/10\n",
      "6132/6132 [==============================] - 1s 199us/step - loss: 0.0280 - val_loss: 0.0318\n",
      "Epoch 6/10\n",
      "6132/6132 [==============================] - 1s 209us/step - loss: 0.0284 - val_loss: 0.0316\n",
      "Epoch 7/10\n",
      "6132/6132 [==============================] - 1s 204us/step - loss: 0.0281 - val_loss: 0.0315\n",
      "Epoch 8/10\n",
      "6132/6132 [==============================] - 1s 206us/step - loss: 0.0280 - val_loss: 0.0315\n",
      "Epoch 9/10\n",
      "6132/6132 [==============================] - 1s 200us/step - loss: 0.0280 - val_loss: 0.0319\n",
      "Epoch 10/10\n",
      "6132/6132 [==============================] - 1s 197us/step - loss: 0.0283 - val_loss: 0.0314\n"
     ]
    }
   ],
   "source": [
    "# fit network\n",
    "gru_history = model_gru.fit(train_X, train_y, epochs=10,validation_data=(test_X, test_y), batch_size=64, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_y =  model_gru.predict(test_X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#dont run this cell if you are running this cell than add \"validation_data=(test_X, test_y)\" in model_gru.fit()\n",
    "pyplot.plot(gru_history.history['loss'], label='GRU train', color='brown')\n",
    "pyplot.plot(gru_history.history['val_loss'], label='GRU test', color='blue')\n",
    "pyplot.legend()\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.12032521],\n",
       "       [0.13712738],\n",
       "       [0.16260163],\n",
       "       ...,\n",
       "       [0.11327913],\n",
       "       [0.05420054],\n",
       "       [0.05420054]], dtype=float32)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_y.reshape(2627,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.11256041],\n",
       "       [0.1142486 ],\n",
       "       [0.12889801],\n",
       "       ...,\n",
       "       [0.10360114],\n",
       "       [0.11497319],\n",
       "       [0.06117675]], dtype=float32)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0032482168\n",
      "0.4406788994638733\n",
      "0.05699312956098727\n",
      "0.03139183\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = (15,5)\n",
    "\n",
    "from sklearn.metrics import *\n",
    "from math import sqrt\n",
    "\n",
    "MSE = mean_squared_error(test_y, pred_y)\n",
    "R2 = r2_score(test_y, pred_y)\n",
    "RMSE = sqrt(mean_squared_error(test_y, pred_y))\n",
    "MAE = mean_absolute_error(test_y, pred_y)\n",
    "\n",
    "\n",
    "print(MSE)\n",
    "print(R2)\n",
    "print(RMSE)\n",
    "print(MAE)\n",
    "\n",
    "#plotting predicted test value vs actual test value\n",
    "plt.plot(test_y, label = 'Actual')\n",
    "plt.plot(pred_y, label = 'Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualization over full data\n",
    "tra = np.concatenate([train_X,test_X])\n",
    "tes = np.concatenate([train_y,test_y])\n",
    "fp = model_gru.predict(tra)\n",
    "plt.plot(tes, label = 'Actual')\n",
    "plt.plot(fp, label = 'Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#over small part of data\n",
    "plt.plot(tes[:2000], label = 'Actual')\n",
    "plt.plot(fp[:2000], label = 'Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#over very small part of data\n",
    "plt.plot(tes[:500], label = 'Actual')\n",
    "plt.plot(fp[:500], label = 'Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
